Pandas Profiling Report for sra_cell

Dataset statistics

Number of variables	13
Number of observations	266691
Missing cells	13199
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	72.4 MiB
Average record size in memory	284.8 B

Variable types

NUM	10
CAT	3

Reproduction

Analysis started	2020-05-28 08:51:13.649572
Analysis finished	2020-05-28 08:51:51.797275
Duration	38.15 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`brand` has constant value "Globe Postpaid"	Constant
`cellId` has a high cardinality: 266690 distinct values	High cardinality
`unitId` has a high cardinality: 9534 distinct values	High cardinality
`revenueData` is highly correlated with `data` and 2 other fields	High correlation
`data` is highly correlated with `revenueData` and 1 other fields	High correlation
`sms` is highly correlated with `revenueData` and 1 other fields	High correlation
`revenueVoice` is highly correlated with `voice` and 1 other fields	High correlation
`voice` is highly correlated with `revenueVoice` and 1 other fields	High correlation
`revenueSms` is highly correlated with `data` and 4 other fields	High correlation
`unitId` has 13198 (4.9%) missing values	Missing
`data` is highly skewed (γ1 = 507.4377743)	Skewed
`voice` is highly skewed (γ1 = 344.228712)	Skewed
`sms` is highly skewed (γ1 = 393.2152103)	Skewed
`revenueData` is highly skewed (γ1 = 509.488547)	Skewed
`revenueVoice` is highly skewed (γ1 = 346.2313916)	Skewed
`revenueSms` is highly skewed (γ1 = 467.6719718)	Skewed
`yieldData` is highly skewed (γ1 = 500.3643936)	Skewed
`yieldSms` is highly skewed (γ1 = 33.91918453)	Skewed
`dataScaleFactor` is highly skewed (γ1 = 505.5685903)	Skewed
`cellId` is uniformly distributed	Uniform
`voice` has 124571 (46.7%) zeros	Zeros
`sms` has 124111 (46.5%) zeros	Zeros
`revenueVoice` has 124643 (46.7%) zeros	Zeros
`revenueSms` has 124168 (46.6%) zeros	Zeros
`yieldVoice` has 124643 (46.7%) zeros	Zeros
`yieldSms` has 124168 (46.6%) zeros	Zeros

cellId
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	266690
Unique (%)	100.0%
Missing	1
Missing (%)	< 0.1%
Memory size	2.0 MiB

STALUCIAJ-I_4RFS	1
VIRRAMALJ-I_4RFS	1
CARCBUZ-RA	1
ALFONSO2Z-B	1
ALAEZ-B	1
Other values (266685)	266685

Value	Count	Frequency (%)
STALUCIAJ-I_4RFS	1	< 0.1%
VIRRAMALJ-I_4RFS	1	< 0.1%
CARCBUZ-RA	1	< 0.1%
ALFONSO2Z-B	1	< 0.1%
ALAEZ-B	1	< 0.1%
LEONRDOSTJ-4	1	< 0.1%
LORENZOTANL-172	1	< 0.1%
SFLU4H-41	1	< 0.1%
SNICOLPAMH-42	1	< 0.1%
SAMPALOCLAGH-43	1	< 0.1%
ALTVISH-52	1	< 0.1%
SMCSJOSERZLH-43	1	< 0.1%
KIAMBAH-32	1	< 0.1%
GTZAMBOFOCIDZ-A	1	< 0.1%
MAMBL2H-52	1	< 0.1%
TOWER2ONEF-11	1	< 0.1%
PBURGOSZ-L2	1	< 0.1%
CRISTOBALK-143	1	< 0.1%
WASHINK-131	1	< 0.1%
FAIRVIEWF-1	1	< 0.1%
TAYTAYCENK-131	1	< 0.1%
MATALATALAF-13	1	< 0.1%
TIBUNGF-12	1	< 0.1%
OZAMIS-1	1	< 0.1%
NEPODAGUPIDJ-C_4RFS	1	< 0.1%
Other values (266665)	266665	> 99.9%

Length

Max length	36
Median length	12
Mean length	12.87280786
Min length	3

Overview of Unicode Properties

Unique unicode characters	46
Unique unicode categories (?)	6
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	379276	11.0%
-	266690	7.8%
N	179866	5.2%
L	179457	5.2%
S	171932	5.0%
R	170235	5.0%
1	139065	4.1%
I	136883	4.0%
O	136840	4.0%
C	125753	3.7%
T	121622	3.5%
B	111913	3.3%
M	107611	3.1%
E	103317	3.0%
F	101140	2.9%
G	95427	2.8%
3	92544	2.7%
2	85919	2.5%
Z	85661	2.5%
U	82636	2.4%
P	74344	2.2%
D	71726	2.1%
H	69252	2.0%
4	62994	1.8%
J	55227	1.6%
Other values (21)	225732	6.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2713336	79.0%
Decimal Number	416415	12.1%
Dash Punctuation	266690	7.8%
Connector Punctuation	36574	1.1%
Lowercase Letter	32	< 0.1%
Space Separator	15	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	379276	14.0%
N	179866	6.6%
L	179457	6.6%
S	171932	6.3%
R	170235	6.3%
I	136883	5.0%
O	136840	5.0%
C	125753	4.6%
T	121622	4.5%
B	111913	4.1%
M	107611	4.0%
E	103317	3.8%
F	101140	3.7%
G	95427	3.5%
Z	85661	3.2%
U	82636	3.0%
P	74344	2.7%
D	71726	2.6%
H	69252	2.6%
J	55227	2.0%
K	39016	1.4%
V	35784	1.3%
Y	34668	1.3%
W	19362	0.7%
Q	13074	0.5%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	266690	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	139065	33.4%
3	92544	22.2%
2	85919	20.6%
4	62994	15.1%
7	16505	4.0%
6	7250	1.7%
0	6234	1.5%
5	4348	1.0%
8	906	0.2%
9	650	0.2%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	36574	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	15	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
l	8	25.0%
s	6	18.8%
n	5	15.6%
a	4	12.5%
c	3	9.4%
r	3	9.4%
o	3	9.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2713368	79.0%
Common	719694	21.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	379276	14.0%
N	179866	6.6%
L	179457	6.6%
S	171932	6.3%
R	170235	6.3%
I	136883	5.0%
O	136840	5.0%
C	125753	4.6%
T	121622	4.5%
B	111913	4.1%
M	107611	4.0%
E	103317	3.8%
F	101140	3.7%
G	95427	3.5%
Z	85661	3.2%
U	82636	3.0%
P	74344	2.7%
D	71726	2.6%
H	69252	2.6%
J	55227	2.0%
K	39016	1.4%
V	35784	1.3%
Y	34668	1.3%
W	19362	0.7%
Q	13074	0.5%
Other values (8)	11346	0.4%

Most frequent Common characters

Value	Count	Frequency (%)
-	266690	37.1%
1	139065	19.3%
3	92544	12.9%
2	85919	11.9%
4	62994	8.8%
_	36574	5.1%
7	16505	2.3%
6	7250	1.0%
0	6234	0.9%
5	4348	0.6%
8	906	0.1%
9	650	0.1%
	15	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3433062	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	379276	11.0%
-	266690	7.8%
N	179866	5.2%
L	179457	5.2%
S	171932	5.0%
R	170235	5.0%
1	139065	4.1%
I	136883	4.0%
O	136840	4.0%
C	125753	3.7%
T	121622	3.5%
B	111913	3.3%
M	107611	3.1%
E	103317	3.0%
F	101140	2.9%
G	95427	2.8%
3	92544	2.7%
2	85919	2.5%
Z	85661	2.5%
U	82636	2.4%
P	74344	2.2%
D	71726	2.1%
H	69252	2.0%
4	62994	1.8%
J	55227	1.6%
Other values (21)	225732	6.6%

data
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct count	265204
Unique (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43462.27619601458
Minimum	0.0
Maximum	459636600.3531999
Zeros	599
Zeros (%)	0.2%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	34.58408498
Q1	1794.753161
median	9912.397559
Q3	35339.98161
95-th percentile	197706.4997
Maximum	459636600.4
Range	459636600.4
Interquartile range (IQR)	33545.22845

Descriptive statistics

Standard deviation	895186.5912
Coefficient of variation (CV)	20.59686398
Kurtosis	260518.1124
Mean	43462.2762
Median Absolute Deviation (MAD)	9514.414659
Skewness	507.4377743
Sum	1.15909979e+10
Variance	8.01359033e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	599	0.2%
0.0003	30	< 0.1%
0.0002	29	< 0.1%
0.0004	17	< 0.1%
0.001	14	< 0.1%
0.0007	14	< 0.1%
0.0015	14	< 0.1%
0.0016	13	< 0.1%
0.0012	13	< 0.1%
0.0001	13	< 0.1%
0.0006	13	< 0.1%
0.0005	13	< 0.1%
0.0057	11	< 0.1%
0.002	11	< 0.1%
0.0011	11	< 0.1%
0.0022	11	< 0.1%
0.0035	10	< 0.1%
0.0018	10	< 0.1%
0.0038	9	< 0.1%
0.0019	9	< 0.1%
0.0026	9	< 0.1%
0.0013	9	< 0.1%
0.0034	9	< 0.1%
0.0031	9	< 0.1%
0.0014	9	< 0.1%
Other values (265179)	265782	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	599	0.2%
8.693003778e-06	1	< 0.1%
9.132211955e-06	1	< 0.1%
3.162021001e-05	1	< 0.1%
5.045368632e-05	1	< 0.1%
5.619877416e-05	1	< 0.1%
6.511585038e-05	1	< 0.1%
0.0001	13	< 0.1%
0.0001126942896	1	< 0.1%
0.000137855798	1	< 0.1%

Value	Count	Frequency (%)
459636600.4	1	< 0.1%
3389193.597	1	< 0.1%
3161778.071	1	< 0.1%
2482581.137	1	< 0.1%
2444452.822	1	< 0.1%
2423076.228	1	< 0.1%
2293691.189	1	< 0.1%
2177162.436	1	< 0.1%
2054240.185	1	< 0.1%
2023448.271	1	< 0.1%

voice
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct count	17691
Unique (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1713.1626414089715
Minimum	0.0
Maximum	4166893.0
Zeros	124571
Zeros (%)	46.7%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	50
Q3	1336
95-th percentile	8664
Maximum	4166893
Range	4166893
Interquartile range (IQR)	1336

Descriptive statistics

Standard deviation	9239.866623
Coefficient of variation (CV)	5.393455589
Kurtosis	154838.32
Mean	1713.162641
Median Absolute Deviation (MAD)	50
Skewness	344.228712
Sum	456885058
Variance	85375135.22

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124571	46.7%
1	372	0.1%
2	306	0.1%
4	279	0.1%
3	267	0.1%
5	251	0.1%
6	233	0.1%
9	223	0.1%
8	213	0.1%
7	212	0.1%
12	207	0.1%
21	192	0.1%
11	192	0.1%
15	191	0.1%
17	186	0.1%
14	186	0.1%
20	185	0.1%
10	183	0.1%
16	181	0.1%
18	181	0.1%
13	180	0.1%
25	173	0.1%
23	168	0.1%
24	166	0.1%
22	165	0.1%
Other values (17666)	137028	51.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124571	46.7%
1	372	0.1%
2	306	0.1%
3	267	0.1%
4	279	0.1%
5	251	0.1%
6	233	0.1%
7	212	0.1%
8	213	0.1%
9	223	0.1%

Value	Count	Frequency (%)
4166893	1	< 0.1%
132374	1	< 0.1%
122007	1	< 0.1%
115706	1	< 0.1%
114932	1	< 0.1%
114431	1	< 0.1%
114246	1	< 0.1%
109170	1	< 0.1%
108707	1	< 0.1%
106731	1	< 0.1%

sms
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct count	15303
Unique (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1558.3958138819833
Minimum	0.0
Maximum	7035146.0
Zeros	124111
Zeros (%)	46.5%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	78
Q3	1450
95-th percentile	7063
Maximum	7035146
Range	7035146
Interquartile range (IQR)	1450

Descriptive statistics

Standard deviation	15021.77779
Coefficient of variation (CV)	9.63925702
Kurtosis	180954.1736
Mean	1558.395814
Median Absolute Deviation (MAD)	78
Skewness	393.2152103
Sum	415610138
Variance	225653807.9

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124111	46.5%
1	221	0.1%
2	196	0.1%
4	173	0.1%
3	169	0.1%
5	159	0.1%
12	157	0.1%
6	157	0.1%
8	155	0.1%
11	154	0.1%
9	154	0.1%
7	149	0.1%
10	149	0.1%
15	140	0.1%
19	140	0.1%
17	132	< 0.1%
13	129	< 0.1%
20	129	< 0.1%
37	129	< 0.1%
24	127	< 0.1%
21	127	< 0.1%
14	126	< 0.1%
18	126	< 0.1%
47	125	< 0.1%
48	125	< 0.1%
Other values (15278)	139032	52.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124111	46.5%
1	221	0.1%
2	196	0.1%
3	169	0.1%
4	173	0.1%
5	159	0.1%
6	157	0.1%
7	149	0.1%
8	155	0.1%
9	154	0.1%

Value	Count	Frequency (%)
7035146	1	< 0.1%
1515235	1	< 0.1%
1431694	1	< 0.1%
588032	1	< 0.1%
547934	1	< 0.1%
526645	1	< 0.1%
429697	1	< 0.1%
422685	1	< 0.1%
391412	1	< 0.1%
341987	1	< 0.1%

revenueData
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct count	266013
Unique (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3656.8748307717538
Minimum	0.0
Maximum	48413063.70517743
Zeros	678
Zeros (%)	0.3%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	2.065318163
Q1	138.9876864
median	757.9046195
Q3	2658.810992
95-th percentile	16451.29867
Maximum	48413063.71
Range	48413063.71
Interquartile range (IQR)	2519.823305

Descriptive statistics

Standard deviation	94164.12424
Coefficient of variation (CV)	25.74988989
Kurtosis	261923.9641
Mean	3656.874831
Median Absolute Deviation (MAD)	727.1004008
Skewness	509.488547
Sum	975255605.5
Variance	8866882294

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	678	0.3%
4.587505425e-05	2	< 0.1%
53.84588586	1	< 0.1%
738.4974195	1	< 0.1%
1828.777086	1	< 0.1%
24.33377088	1	< 0.1%
80.24648321	1	< 0.1%
17402.74098	1	< 0.1%
89.31746365	1	< 0.1%
1960.135488	1	< 0.1%
31730.662	1	< 0.1%
2428.827788	1	< 0.1%
2449.772954	1	< 0.1%
492.3924246	1	< 0.1%
73.1381679	1	< 0.1%
411.5659128	1	< 0.1%
11.94333033	1	< 0.1%
241.2327727	1	< 0.1%
5120.719547	1	< 0.1%
64.60681913	1	< 0.1%
416.90039	1	< 0.1%
362.36244	1	< 0.1%
8069.681171	1	< 0.1%
6585.880816	1	< 0.1%
0.07297258124	1	< 0.1%
Other values (265988)	265988	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	678	0.3%
1.99779855e-07	1	< 0.1%
4.796649247e-07	1	< 0.1%
5.279659965e-07	1	< 0.1%
6.984846579e-07	1	< 0.1%
7.661235011e-07	1	< 0.1%
7.721764916e-07	1	< 0.1%
1.101797357e-06	1	< 0.1%
1.1124283e-06	1	< 0.1%
1.469063142e-06	1	< 0.1%

Value	Count	Frequency (%)
48413063.71	1	< 0.1%
374550.2061	1	< 0.1%
324289.3603	1	< 0.1%
260554.038	1	< 0.1%
234407.7431	1	< 0.1%
231737.4204	1	< 0.1%
225302.6924	1	< 0.1%
210042.7454	1	< 0.1%
199884.7852	1	< 0.1%
197643.9537	1	< 0.1%

revenueVoice
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct count	142036
Unique (%)	53.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2798.05934006934
Minimum	0.0
Maximum	7304538.566859882
Zeros	124643
Zeros (%)	46.7%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	63.09816916
Q3	1850.96798
95-th percentile	14619.64839
Maximum	7304538.567
Range	7304538.567
Interquartile range (IQR)	1850.96798

Descriptive statistics

Standard deviation	16166.6324
Coefficient of variation (CV)	5.77780184
Kurtosis	156039.1861
Mean	2798.05934
Median Absolute Deviation (MAD)	63.09816916
Skewness	346.2313916
Sum	746217243.5
Variance	261360003.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124643	46.7%
0.5523870838	2	< 0.1%
3.679482082	2	< 0.1%
2.409790837	2	< 0.1%
1.282726574	2	< 0.1%
0.6566683522	2	< 0.1%
0.4131777458	2	< 0.1%
0.6769091689	2	< 0.1%
1.43466435	2	< 0.1%
5.13608518	2	< 0.1%
2.299502501	2	< 0.1%
1.918619699	2	< 0.1%
0.7804449779	2	< 0.1%
3.74418824	2	< 0.1%
17957.87827	1	< 0.1%
192.5757798	1	< 0.1%
260.0389457	1	< 0.1%
438.1793187	1	< 0.1%
407.3196599	1	< 0.1%
1901.673318	1	< 0.1%
343.7521346	1	< 0.1%
850.3961516	1	< 0.1%
2452.461182	1	< 0.1%
710.7691662	1	< 0.1%
5497.230543	1	< 0.1%
Other values (142011)	142011	53.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124643	46.7%
0.06065764082	1	< 0.1%
0.06441259384	1	< 0.1%
0.07177761533	1	< 0.1%
0.1127964137	1	< 0.1%
0.1314788038	1	< 0.1%
0.1320822475	1	< 0.1%
0.1367202098	1	< 0.1%
0.1496294982	1	< 0.1%
0.1618641161	1	< 0.1%

Value	Count	Frequency (%)
7304538.567	1	< 0.1%
272198.241	1	< 0.1%
207280.5471	1	< 0.1%
202273.8755	1	< 0.1%
197374.0008	1	< 0.1%
185707.2221	1	< 0.1%
184748.4015	1	< 0.1%
175923.9807	1	< 0.1%
175365.196	1	< 0.1%
174553.4158	1	< 0.1%

revenueSms
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct count	142514
Unique (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1549.7010156578885
Minimum	0.0
Maximum	7398027.683505454
Zeros	124168
Zeros (%)	46.6%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	71.09182077
Q3	1500.724922
95-th percentile	7218.960124
Maximum	7398027.684
Range	7398027.684
Interquartile range (IQR)	1500.724922

Descriptive statistics

Standard deviation	14805.14409
Coefficient of variation (CV)	9.553548681
Kurtosis	233586.3882
Mean	1549.701016
Median Absolute Deviation (MAD)	71.09182077
Skewness	467.6719718
Sum	413291313.6
Variance	219192291.6

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124168	46.6%
5.975750029	2	< 0.1%
16.6159636	2	< 0.1%
1.759665301	2	< 0.1%
0.2881737499	2	< 0.1%
0.64041899	2	< 0.1%
0.6415415915	2	< 0.1%
0.04747249824	2	< 0.1%
6.438991447	2	< 0.1%
2.544838621	2	< 0.1%
2.757149884	2	< 0.1%
683.0530136	1	< 0.1%
1069.781967	1	< 0.1%
83.73684345	1	< 0.1%
2750.536729	1	< 0.1%
1787.550876	1	< 0.1%
444.669935	1	< 0.1%
2767.439401	1	< 0.1%
7713.085109	1	< 0.1%
1146.323655	1	< 0.1%
2378.846113	1	< 0.1%
615.0469844	1	< 0.1%
922.6936886	1	< 0.1%
2940.929907	1	< 0.1%
741.6430738	1	< 0.1%
Other values (142489)	142489	53.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124168	46.6%
0.0002846958365	1	< 0.1%
0.0004300061719	1	< 0.1%
0.0008029093694	1	< 0.1%
0.003365325295	1	< 0.1%
0.003383980067	1	< 0.1%
0.003919756791	1	< 0.1%
0.00447676277	1	< 0.1%
0.00474759912	1	< 0.1%
0.005273175454	1	< 0.1%

Value	Count	Frequency (%)
7398027.684	1	< 0.1%
123441.7735	1	< 0.1%
118153.8089	1	< 0.1%
109397.9406	1	< 0.1%
107507.1401	1	< 0.1%
105932.4892	1	< 0.1%
103742.1008	1	< 0.1%
99919.96459	1	< 0.1%
96590.56529	1	< 0.1%
95536.83339	1	< 0.1%

yieldData
Real number (ℝ_≥0)

SKEWED

Distinct count	265951
Unique (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08860814573027018
Minimum	0.0
Maximum	577.1884074485318
Zeros	678
Zeros (%)	0.3%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0.02897523099
Q1	0.06115838414
median	0.08115910213
Q3	0.1006106922
95-th percentile	0.1420108304
Maximum	577.1884074
Range	577.1884074
Interquartile range (IQR)	0.03945230804

Descriptive statistics

Standard deviation	1.129661413
Coefficient of variation (CV)	12.74895669
Kurtosis	255405.4317
Mean	0.08860814573
Median Absolute Deviation (MAD)	0.01971499979
Skewness	500.3643936
Sum	23630.99499
Variance	1.276134907

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	678	0.3%
0.01210107937	4	< 0.1%
0.003860882458	4	< 0.1%
0.003860882458	3	< 0.1%
0.02451494893	3	< 0.1%
0.06543012534	2	< 0.1%
0.08042214054	2	< 0.1%
0.01298069044	2	< 0.1%
1.215898146	2	< 0.1%
0.1491854946	2	< 0.1%
0.01741161218	2	< 0.1%
0.08416387089	2	< 0.1%
0.03577614547	2	< 0.1%
0.04170459477	2	< 0.1%
0.01853999626	2	< 0.1%
0.01597298762	2	< 0.1%
0.01461906084	2	< 0.1%
0.1330175808	2	< 0.1%
0.00388915583	2	< 0.1%
0.1602644269	2	< 0.1%
0.06654124034	2	< 0.1%
0.09949059029	2	< 0.1%
0.5306101492	2	< 0.1%
0.1463874687	2	< 0.1%
0.007242619926	2	< 0.1%
Other values (265926)	265959	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	678	0.3%
4.461660903e-08	1	< 0.1%
2.18388152e-07	1	< 0.1%
2.189515125e-07	1	< 0.1%
5.165946026e-07	1	< 0.1%
6.986375115e-07	1	< 0.1%
1.015945527e-06	1	< 0.1%
1.580358449e-06	1	< 0.1%
1.84733864e-06	1	< 0.1%
4.24829652e-06	1	< 0.1%

Value	Count	Frequency (%)
577.1884074	1	< 0.1%
41.91586182	1	< 0.1%
34.97200978	1	< 0.1%
25.24322428	1	< 0.1%
22.01140159	1	< 0.1%
20.39113327	1	< 0.1%
15.10431085	1	< 0.1%
12.65643858	1	< 0.1%
12.60413345	1	< 0.1%
11.59775443	1	< 0.1%

yieldVoice
Real number (ℝ_≥0)

ZEROS

Distinct count	141993
Unique (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8226020813040287
Minimum	0.0
Maximum	131.4702993387589
Zeros	124643
Zeros (%)	46.7%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.7350170214
Q3	1.540280851
95-th percentile	2.207640722
Maximum	131.4702993
Range	131.4702993
Interquartile range (IQR)	1.540280851

Descriptive statistics

Standard deviation	0.9871049906
Coefficient of variation (CV)	1.199978718
Kurtosis	1647.686069
Mean	0.8226020813
Median Absolute Deviation (MAD)	0.7350170214
Skewness	15.63054775
Sum	219380.5717
Variance	0.9743762624

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124643	46.7%
3.064367439	3	< 0.1%
0.4131777458	3	< 0.1%
0.6960185663	3	< 0.1%
0.9360470601	3	< 0.1%
3.679482082	2	< 0.1%
0.70074149	2	< 0.1%
0.5728699382	2	< 0.1%
10.23690279	2	< 0.1%
0.5523870838	2	< 0.1%
0.6246307019	2	< 0.1%
1.870424186	2	< 0.1%
5.13608518	2	< 0.1%
1.339199834	2	< 0.1%
0.8148164081	2	< 0.1%
0.2993398879	2	< 0.1%
1.683037706	2	< 0.1%
0.8530656413	2	< 0.1%
5.97390696	2	< 0.1%
0.7699114452	2	< 0.1%
0.2355097267	2	< 0.1%
1.098313902	2	< 0.1%
0.6539921539	2	< 0.1%
1.245068182	2	< 0.1%
23.87365407	2	< 0.1%
Other values (141968)	141996	53.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124643	46.7%
0.01320822475	1	< 0.1%
0.01505658523	1	< 0.1%
0.02147086461	1	< 0.1%
0.02620677552	1	< 0.1%
0.02804298459	1	< 0.1%
0.0296433105	1	< 0.1%
0.03288747469	1	< 0.1%
0.03417103655	1	< 0.1%
0.03565716896	1	< 0.1%

Value	Count	Frequency (%)
131.4702993	1	< 0.1%
102.8441623	1	< 0.1%
45.73921683	1	< 0.1%
41.86125846	1	< 0.1%
39.50752947	1	< 0.1%
39.49073765	1	< 0.1%
38.13307446	1	< 0.1%
29.92817032	1	< 0.1%
23.87365407	2	< 0.1%
23.34423797	1	< 0.1%

yieldSms
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	142497
Unique (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6324937135912497
Minimum	0.0
Maximum	158.3961530856573
Zeros	124168
Zeros (%)	46.6%
Memory size	2.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.4210379211
Q3	1.100916454
95-th percentile	1.86326396
Maximum	158.3961531
Range	158.3961531
Interquartile range (IQR)	1.100916454

Descriptive statistics

Standard deviation	1.013739341
Coefficient of variation (CV)	1.602765876
Kurtosis	3719.927725
Mean	0.6324937136
Median Absolute Deviation (MAD)	0.4210379211
Skewness	33.91918453
Sum	168680.381
Variance	1.027667452

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	124168	46.6%
0.8567419473	3	< 0.1%
3.75167234	3	< 0.1%
0.144086875	3	< 0.1%
0.005273175454	2	< 0.1%
0.6096799158	2	< 0.1%
0.08947459642	2	< 0.1%
0.001909069497	2	< 0.1%
0.008877146477	2	< 0.1%
1.609747862	2	< 0.1%
2.150832383	2	< 0.1%
0.5179477966	2	< 0.1%
0.09387276699	2	< 0.1%
1.272419311	2	< 0.1%
0.3207707958	2	< 0.1%
0.8786191382	2	< 0.1%
1.760536555	2	< 0.1%
19.40277778	2	< 0.1%
1.759665301	2	< 0.1%
1.052078736	2	< 0.1%
0.04452101989	2	< 0.1%
2.660590995	2	< 0.1%
0.5976359624	2	< 0.1%
0.6039552817	2	< 0.1%
0.04747249824	2	< 0.1%
Other values (142472)	142472	53.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	124168	46.6%
0.000215003086	1	< 0.1%
0.0002846958365	1	< 0.1%
0.0004014546847	1	< 0.1%
0.001161339825	1	< 0.1%
0.00153524383	1	< 0.1%
0.001742009737	1	< 0.1%
0.001893842228	1	< 0.1%
0.001909069497	2	< 0.1%
0.001959878395	1	< 0.1%

Value	Count	Frequency (%)
158.3961531	1	< 0.1%
121.4807307	1	< 0.1%
87.85703521	1	< 0.1%
85.50583127	1	< 0.1%
77.99835885	1	< 0.1%
61.08123002	1	< 0.1%
61.08123002	1	< 0.1%
49.85481868	1	< 0.1%
47.74544036	1	< 0.1%
44.11403266	1	< 0.1%

brand
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

Globe Postpaid	266691

Value	Count	Frequency (%)
Globe Postpaid	266691	100.0%

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	533382	14.3%
G	266691	7.1%
l	266691	7.1%
b	266691	7.1%
e	266691	7.1%
	266691	7.1%
P	266691	7.1%
s	266691	7.1%
t	266691	7.1%
p	266691	7.1%
a	266691	7.1%
i	266691	7.1%
d	266691	7.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2933601	78.6%
Uppercase Letter	533382	14.3%
Space Separator	266691	7.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
G	266691	50.0%
P	266691	50.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	533382	18.2%
l	266691	9.1%
b	266691	9.1%
e	266691	9.1%
s	266691	9.1%
t	266691	9.1%
p	266691	9.1%
a	266691	9.1%
i	266691	9.1%
d	266691	9.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	266691	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3466983	92.9%
Common	266691	7.1%

Most frequent Latin characters

Value	Count	Frequency (%)
o	533382	15.4%
G	266691	7.7%
l	266691	7.7%
b	266691	7.7%
e	266691	7.7%
P	266691	7.7%
s	266691	7.7%
t	266691	7.7%
p	266691	7.7%
a	266691	7.7%
i	266691	7.7%
d	266691	7.7%

Most frequent Common characters

Value	Count	Frequency (%)
	266691	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3733674	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	533382	14.3%
G	266691	7.1%
l	266691	7.1%
b	266691	7.1%
e	266691	7.1%
	266691	7.1%
P	266691	7.1%
s	266691	7.1%
t	266691	7.1%
p	266691	7.1%
a	266691	7.1%
i	266691	7.1%
d	266691	7.1%

unitId
Categorical

HIGH CARDINALITY
MISSING

Distinct count	9534
Unique (%)	3.8%
Missing	13198
Missing (%)	4.9%
Memory size	2.0 MiB

FCICTMALL	65
PEARLPLAZA2PQUENCRID	64
DAGUPAN3	60
LIGAO	60
UNISITE	60
Other values (9529)	253184

Value	Count	Frequency (%)
FCICTMALL	65	< 0.1%
PEARLPLAZA2PQUENCRID	64	< 0.1%
DAGUPAN3	60	< 0.1%
LIGAO	60	< 0.1%
UNISITE	60	< 0.1%
DELROSAR	60	< 0.1%
TANDAKUTYOTANAYRZL	60	< 0.1%
PRINZA	60	< 0.1%
ANGELWEST	60	< 0.1%
MAGSAYSAY	59	< 0.1%
CALPN2	59	< 0.1%
BLUMINTRE	59	< 0.1%
SMHYPERM	59	< 0.1%
SANNICHOL	59	< 0.1%
18EIGHTY	59	< 0.1%
BACOOR2	59	< 0.1%
BTNGS2	59	< 0.1%
ELPUEBLO1	58	< 0.1%
MATIMBMAL	58	< 0.1%
CARME2	58	< 0.1%
CENTEXML	57	< 0.1%
SFPAGUSTN	57	< 0.1%
CARGOHAUS	57	< 0.1%
BAGUIO	57	< 0.1%
CANERO	57	< 0.1%
Other values (9509)	252013	94.5%
(Missing)	13198	4.9%

Length

Max length	25
Median length	8
Mean length	8.280455658
Min length	2

Overview of Unicode Properties

Unique unicode characters	43
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	341693	15.5%
N	168779	7.6%
L	144492	6.5%
S	128700	5.8%
O	128454	5.8%
I	127286	5.8%
T	113929	5.2%
R	109802	5.0%
C	102063	4.6%
M	99895	4.5%
E	95498	4.3%
B	90009	4.1%
G	88646	4.0%
U	78383	3.5%
P	70221	3.2%
D	65468	3.0%
Y	32701	1.5%
V	30194	1.4%
n	26399	1.2%
H	24910	1.1%
K	22690	1.0%
W	18010	0.8%
2	16179	0.7%
Z	14441	0.7%
a	13201	0.6%
Other values (18)	56280	2.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2134199	96.6%
Lowercase Letter	39621	1.8%
Decimal Number	34503	1.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	341693	16.0%
N	168779	7.9%
L	144492	6.8%
S	128700	6.0%
O	128454	6.0%
I	127286	6.0%
T	113929	5.3%
R	109802	5.1%
C	102063	4.8%
M	99895	4.7%
E	95498	4.5%
B	90009	4.2%
G	88646	4.2%
U	78383	3.7%
P	70221	3.3%
D	65468	3.1%
Y	32701	1.5%
V	30194	1.4%
H	24910	1.2%
K	22690	1.1%
W	18010	0.8%
Z	14441	0.7%
F	12000	0.6%
Q	11921	0.6%
J	10196	0.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	16179	46.9%
1	7746	22.5%
3	4341	12.6%
4	1771	5.1%
5	1151	3.3%
8	799	2.3%
6	733	2.1%
0	733	2.1%
9	555	1.6%
7	495	1.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	26399	66.6%
a	13201	33.3%
s	6	< 0.1%
l	6	< 0.1%
c	3	< 0.1%
r	3	< 0.1%
o	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2173820	98.4%
Common	34503	1.6%

Most frequent Latin characters

Value	Count	Frequency (%)
A	341693	15.7%
N	168779	7.8%
L	144492	6.6%
S	128700	5.9%
O	128454	5.9%
I	127286	5.9%
T	113929	5.2%
R	109802	5.1%
C	102063	4.7%
M	99895	4.6%
E	95498	4.4%
B	90009	4.1%
G	88646	4.1%
U	78383	3.6%
P	70221	3.2%
D	65468	3.0%
Y	32701	1.5%
V	30194	1.4%
n	26399	1.2%
H	24910	1.1%
K	22690	1.0%
W	18010	0.8%
Z	14441	0.7%
a	13201	0.6%
F	12000	0.6%
Other values (8)	25956	1.2%

Most frequent Common characters

Value	Count	Frequency (%)
2	16179	46.9%
1	7746	22.5%
3	4341	12.6%
4	1771	5.1%
5	1151	3.3%
8	799	2.3%
6	733	2.1%
0	733	2.1%
9	555	1.6%
7	495	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2208323	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	341693	15.5%
N	168779	7.6%
L	144492	6.5%
S	128700	5.8%
O	128454	5.8%
I	127286	5.8%
T	113929	5.2%
R	109802	5.0%
C	102063	4.6%
M	99895	4.5%
E	95498	4.3%
B	90009	4.1%
G	88646	4.0%
U	78383	3.5%
P	70221	3.2%
D	65468	3.0%
Y	32701	1.5%
V	30194	1.4%
n	26399	1.2%
H	24910	1.1%
K	22690	1.0%
W	18010	0.8%
2	16179	0.7%
Z	14441	0.7%
a	13201	0.6%
Other values (18)	56280	2.5%

dataScaleFactor
Real number (ℝ_≥0)

SKEWED

Distinct count	213954
Unique (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8787710785094583
Minimum	0.00018483832807570977
Maximum	8125.818219866071
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	0.0001848383281
5-th percentile	0.2350499094
Q1	0.4974800131
median	0.7212358021
Q3	1
95-th percentile	1.694816613
Maximum	8125.81822
Range	8125.818035
Interquartile range (IQR)	0.5025199869

Descriptive statistics

Standard deviation	15.8480096
Coefficient of variation (CV)	18.03428673
Kurtosis	259056.1929
Mean	0.8787710785
Median Absolute Deviation (MAD)	0.2787641979
Skewness	505.5685903
Sum	234360.3377
Variance	251.1594082

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	52738	19.8%
0.6942840599	1	< 0.1%
0.5754498646	1	< 0.1%
0.4513185097	1	< 0.1%
0.81235174	1	< 0.1%
0.3780239854	1	< 0.1%
1.173605703	1	< 0.1%
1.052564956	1	< 0.1%
0.4916824761	1	< 0.1%
0.6870704485	1	< 0.1%
1.021652111	1	< 0.1%
0.3555187972	1	< 0.1%
0.5332895341	1	< 0.1%
0.5030171573	1	< 0.1%
0.5413449557	1	< 0.1%
1.52287231	1	< 0.1%
0.2269062251	1	< 0.1%
0.5001980867	1	< 0.1%
0.2282350544	1	< 0.1%
0.651661521	1	< 0.1%
0.9983052067	1	< 0.1%
0.9618422813	1	< 0.1%
0.2288801258	1	< 0.1%
1.434794527	1	< 0.1%
0.6538358244	1	< 0.1%
Other values (213929)	213929	80.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0001848383281	1	< 0.1%
0.0002213324309	1	< 0.1%
0.0002581069569	1	< 0.1%
0.000295405497	1	< 0.1%
0.000300471723	1	< 0.1%
0.0003491139202	1	< 0.1%
0.0005744485294	1	< 0.1%
0.0009711671271	1	< 0.1%
0.001161871719	1	< 0.1%
0.001396669927	1	< 0.1%

Value	Count	Frequency (%)
8125.81822	1	< 0.1%
569.5617416	1	< 0.1%
408.4509371	1	< 0.1%
304.4175781	1	< 0.1%
183.0441983	1	< 0.1%
172.6016296	1	< 0.1%
129.3310291	1	< 0.1%
110.5324805	1	< 0.1%
110.0046084	1	< 0.1%
103.8020166	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	cellId	data	voice	sms	revenueData	revenueVoice	revenueSms	yieldData	yieldVoice	yieldSms	brand	unitId	dataScaleFactor
0	ROBIROSAF-1	88016.369511	0.0	0.0	13146.840949	0.000000	0.000000	0.149368	0.000000	0.000000	Globe Postpaid	ROBIROSA	0.864947
1	CABARUANPGSNH-43	1058.925083	0.0	0.0	95.938449	0.000000	0.000000	0.090600	0.000000	0.000000	Globe Postpaid	CABARUANPGSN	0.503747
2	UPTWNBPO2BGC-3	1606.904400	391.0	1155.0	139.672560	514.348372	1935.673365	0.086920	1.315469	1.675908	Globe Postpaid	UPTWNBPO2BGC	1.000000
3	CALASIAO6Z-LA_4RFS	919.774213	2718.0	256.0	32.562313	1441.404061	95.681845	0.035403	0.530318	0.373757	Globe Postpaid	CALASIAO6	0.833502
4	PENARANDAZ-B	20432.604806	7121.0	3054.0	1464.652526	12750.752944	2681.352630	0.071682	1.790585	0.877981	Globe Postpaid	PENARANDA	0.729193
5	RCARASJ-2	3308.048463	80.0	1374.0	230.192187	131.639278	557.721388	0.069585	1.645491	0.405911	Globe Postpaid	RCARAS	0.466188
6	MANIPONSTBAMBANTAREMF-12	179.814400	0.0	0.0	14.224609	0.000000	0.000000	0.079107	0.000000	0.000000	Globe Postpaid	NaN	1.000000
7	SPLASHVALODZ-L1_4RFS	7499.026116	1412.0	618.0	420.346967	2020.774216	1077.668490	0.056054	1.431143	1.743800	Globe Postpaid	SPLASHVALOD	0.695699
8	ROBINSON1MLAZ-3_4RFS	17790.027561	13820.0	5763.0	2163.180985	28888.749862	7480.054688	0.121595	2.090358	1.297945	Globe Postpaid	ROBINSON1MLA	3.017338
9	BALINGASAF-13	341.102234	0.0	0.0	24.839736	0.000000	0.000000	0.072822	0.000000	0.000000	Globe Postpaid	BALINGASA	0.677181

Last rows

	cellId	data	voice	sms	revenueData	revenueVoice	revenueSms	yieldData	yieldVoice	yieldSms	brand	unitId	dataScaleFactor
266681	MARGRNVILPRQK-143	3263.987714	0.0	0.0	70.191641	0.000000	0.000000	0.021505	0.000000	0.000000	Globe Postpaid	MARGRNVILPRQ	0.277953
266682	IBARRAH-41	127571.951609	0.0	0.0	10598.560673	0.000000	0.000000	0.083079	0.000000	0.000000	Globe Postpaid	IBARRA	0.408420
266683	SJBULACANX-1	0.000000	1.0	35.0	0.000000	1.900022	11.377079	0.000000	1.900022	0.325059	Globe Postpaid	SJBULACAN	1.000000
266684	CENACLEH-32	29494.948818	0.0	0.0	2138.178337	0.000000	0.000000	0.072493	0.000000	0.000000	Globe Postpaid	CENACLE	0.279792
266685	DISTRICTNPTF-11	25823.053020	0.0	0.0	2165.103292	0.000000	0.000000	0.083844	0.000000	0.000000	Globe Postpaid	DISTRICTNPT	0.114151
266686	BLIWAGESTF-101	11954.628195	0.0	0.0	827.352105	0.000000	0.000000	0.069208	0.000000	0.000000	Globe Postpaid	BLIWAGEST	1.919972
266687	BONISERVJ-D	4168.058614	374.0	2295.0	461.776911	569.424758	261.252073	0.110789	1.522526	0.113835	Globe Postpaid	BONISERV	1.097294
266688	TLISAH-32	9764.534795	0.0	0.0	919.850921	0.000000	0.000000	0.094203	0.000000	0.000000	Globe Postpaid	TLISA	0.751377
266689	CLAVR2-2	988.000700	2240.0	4081.0	103.553095	2937.090399	3845.366712	0.104811	1.311201	0.942261	Globe Postpaid	CLAVR2	1.000000
266690	LUNACAF-13	209.442671	0.0	0.0	12.861845	0.000000	0.000000	0.061410	0.000000	0.000000	Globe Postpaid	LUNACA	0.261211

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Dash Punctuation characters

Most frequent Decimal Number characters

Most frequent Connector Punctuation characters

Most frequent Space Separator characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows